Like a child who was only fed historical assumptions as facts, the outcome will always be to reinforce the same culture of limitation and discrimination. New intentions for fairness mean new models, and new, engineered data sets that reflect our ideal states and principles.

Teach the AI equality and fairness. It will undertake virtuous learning.